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基于逻辑回归的肾结石经皮肾镜取石术后全身炎症反应综合征预测模型

Predictive model of systemic inflammatory response syndrome after percutaneous nephrolithotomy for kidney calculi based on logistic regression.

作者信息

Wang Min, Yang Zengyue, He Ning, Wang Dong, Lan Haihe

机构信息

Department of Urinary Surgery, Xi'an International Medical Center Hospital Xi'an 710100, Shaanxi, China.

Department of Urinary Surgery, Hanzhong Central Hospital Hanzhong 723000, Shaanxi, China.

出版信息

Am J Transl Res. 2023 Jun 15;15(6):4138-4146. eCollection 2023.

Abstract

OBJECTIVE

To establish a predictive model of systemic inflammatory response syndrome (SIRS) after percutaneous nephrolithotomy (PCNL) for kidney calculi based on logistic regression.

METHODS

The data of 148 patients with unilateral kidney calculi treated in Xi'an International Medical Center Hospital from October 2019 to September 2022 were analyzed retrospectively. According to development of SIRS after PCNL, the patients were divided into one group with SIRS after operation (occurrence group, n = 19) and another group without SIRS after operation (non-occurrence group, n = 129). The clinical data of patients were collected, and risk factors for SIRS after PCNL in patients with unilateral kidney calculi were analyzed by logistic regression.

RESULTS

Gender, body mass index (BMI), hypertension, diabetes mellitus (DM), calculi size ≥ 30 mm, renal insufficiency, and hydronephrosis were risk factors for postoperative SIRS (P < 0.05). According to multivariate logistic regression analysis, BMI, DM, hypertension, calculi size ≥ 30 mm, and hydronephrosis were independent risk factors for SIRS (P < 0.05). Based on the regression coefficient, a predictive model was established. The occurrence group had a higher risk score than the non-occurrence group (P < 0.05). According to receiver operating characteristic (ROC) curve-based analysis, the area under the curve of risk score for predicting SIRS in patients was 0.898.

CONCLUSION

Patients with BMI ≥ 25 kg/m, DM, hypertension, calculi ≥ 30 mm, and/or hydronephrosis are more likely to suffer SIRS after PCNL. The risk score has high clinical value in the prediction of SIRS.

摘要

目的

基于逻辑回归建立肾结石经皮肾镜取石术(PCNL)后全身炎症反应综合征(SIRS)的预测模型。

方法

回顾性分析2019年10月至2022年9月在西安国际医学中心医院接受治疗的148例单侧肾结石患者的数据。根据PCNL术后SIRS的发生情况,将患者分为术后发生SIRS的一组(发生组,n = 19)和术后未发生SIRS的另一组(未发生组,n = 129)。收集患者的临床资料,通过逻辑回归分析单侧肾结石患者PCNL术后发生SIRS的危险因素。

结果

性别、体重指数(BMI)、高血压、糖尿病(DM)、结石大小≥30 mm、肾功能不全和肾积水是术后SIRS的危险因素(P < 0.05)。根据多因素逻辑回归分析,BMI、DM、高血压、结石大小≥30 mm和肾积水是SIRS的独立危险因素(P < 0.05)。基于回归系数,建立了预测模型。发生组的风险评分高于未发生组(P < 0.05)。根据基于受试者工作特征(ROC)曲线的分析,预测患者发生SIRS的风险评分曲线下面积为0.898。

结论

BMI≥25 kg/m²、DM、高血压、结石≥30 mm和/或肾积水的患者在PCNL术后更易发生SIRS。该风险评分在预测SIRS方面具有较高的临床价值。

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Percutaneous Nephrolithotripsy in Morbidly Obese Patient: A Case Report.肥胖症患者的经皮肾镜碎石术:病例报告
Case Rep Urol. 2022 Dec 31;2022:5899896. doi: 10.1155/2022/5899896. eCollection 2022.

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